{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.3"
    },
    "colab": {
      "name": "Tutorial_python.ipynb",
      "provenance": [],
      "toc_visible": true,
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yoyoyo-yo/Gasyori100knock/blob/master/Tutorial/Tutorial_python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rjUQmNQK-Sv9",
        "colab_type": "text"
      },
      "source": [
        "# Tutorial Python\n",
        "\n",
        "C++でやりたい人はこっち〜〜\n",
        "\n",
        "https://github.com/yoyoyo-yo/Gasyori100knock/blob/master/Tutorial/README_opencv_c_install.md\n",
        "\n",
        "JavaScriptでやりたい人はこっち〜〜\n",
        "\n",
        "https://github.com/yoyoyo-yo/Gasyori100knock/blob/master/Tutorial/README_javascript.md\n",
        "\n",
        "ここでは画像処理におけるnumpyの基本的な使い方をいくつか紹介する。\n",
        "\n",
        "numpyとはpyhtonで用意されたパッケージ(Cでいうライブラリのようなもの)の一種で、行列演算などが得意。\n",
        "\n",
        "また、画像処理ではOpenCVというライブラリがあり、様々な処理をAPIにしてる。https://opencv.org/\n",
        "\n",
        "この問題では、numpyをいじって、OpenCVの処理を自分の手で実現することが目標。\n",
        "\n",
        "pythonでのOpenCVはnumpyをベースとしているため、numpyがいじれる=OpenCVもいじれる　ことになる。\n",
        "\n",
        "jupyter notebookがおすすめ！ もしくはGoogleColab https://colab.research.google.com/notebooks/intro.ipynb?hl=ja"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-i5r76Mp-Sv-",
        "colab_type": "text"
      },
      "source": [
        "## 必要ライブラリのインストール"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TO9Usw_K-Sv-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "outputId": "c77120c1-88ed-4053-caa9-ba9ade48bde8"
      },
      "source": [
        "!pip install numpy matplotlib opencv-python sklearn"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (1.18.4)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (3.2.1)\n",
            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.6/dist-packages (4.1.2.30)\n",
            "Requirement already satisfied: sklearn in /usr/local/lib/python3.6/dist-packages (0.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (0.10.0)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (2.4.7)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (2.8.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (1.2.0)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from sklearn) (0.22.2.post1)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from cycler>=0.10->matplotlib) (1.12.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->sklearn) (0.14.1)\n",
            "Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->sklearn) (1.4.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fUiVx-Re-SwD",
        "colab_type": "text"
      },
      "source": [
        "## ライブラリのインポート"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e003XTC7-SwE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vcXH5ZAD-SwH",
        "colab_type": "text"
      },
      "source": [
        "## 画像の読み込み、表示\n",
        "\n",
        "ローカルにある画像はcv2.imread で読み込みができますが、これをmatplotlibで表示すると、変な色になります。\n",
        "\n",
        "cv2で読み込むとBGRの順番になりますが、matplotlibではRGBとして扱われるからです。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zkO3YfYN-SwI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# 画像の読み込み\n",
        "img = cv2.imread(\"../assets/imori.jpg\")\n",
        "\n",
        "# 画像の表示\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b3XT7d5K-SwL",
        "colab_type": "text"
      },
      "source": [
        "　なので、画像のBGRの反転が必要になります。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YEcfxErq-SwM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "img = img[..., ::-1]\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UXlel6Oc-SwP",
        "colab_type": "text"
      },
      "source": [
        "つまり、opencvで読み込むならBGRをRGBに反転する癖をつけましょう"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cfNEuCkv-SwQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "img = cv2.imread(\"../assets/imori.jpg\")\n",
        "img = img[..., ::-1]\n",
        "\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3ULlzrTk-SwY",
        "colab_type": "text"
      },
      "source": [
        "## URLの画像を読み込む\n",
        "\n",
        "sklearnのio.imreadはURLでの指定が可能です。imori_128x128.pngやimori_256x256.pngはネット公開されているので、URL指定が可能です。\n",
        "しかもこっちはRGBの順に読み込まれるので、opencvと違い反転の必要がありません。\n",
        "\n",
        "GoogleColabなどを使用する人は、こっちの方が画像をダウンロードする手間がないので楽です!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bq4zqfsM-SwY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "09f53b76-3946-4d4d-f00b-b6e7e1160a44"
      },
      "source": [
        "from skimage import io\n",
        "\n",
        "img = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/assets/imori_256x256.png')\n",
        "\n",
        "plt.imshow(img)\n",
        "plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KMenpG4x-Swd",
        "colab_type": "text"
      },
      "source": [
        "## 画像データの基礎知識\n",
        "\n",
        "- データの中身は0 ~ 255の整数256段階\n",
        "- 基本カラー画像はRGBの組み合わせで表現される\n",
        "\n",
        "画像データの中身は0から255の256 $(= 2 ^ 8)$段階で、これは8ビットに由来する。値が大きいほど色が強く現れるということになる。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XQr4mO2P-Swe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "af22adcd-e4ba-497b-cf58-e06642d153f1"
      },
      "source": [
        "print('min =', img.min())\n",
        "print('max =', img.max())"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "min = 5\n",
            "max = 255\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DFy-qRdN-Swh",
        "colab_type": "text"
      },
      "source": [
        "色はRGB (Red, Green, Blue)の３色を組み合わせて表現されている。この数はチャンネルと呼ばれる。それぞれ抜き出してみる。\n",
        "ちなみにグレースケールと呼ばれる画像は、RGBに重みをつけて1チャンネルにしたものになるので、チャンネル数は1となる。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YRbjV1aO-Swi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 162
        },
        "outputId": "88902768-86c3-4937-d94c-fb92078b667f"
      },
      "source": [
        "r = img[..., 0]\n",
        "g = img[..., 1]\n",
        "b = img[..., 2]\n",
        "plt.subplot(1, 3, 1)\n",
        "plt.title('R')\n",
        "plt.imshow(r, cmap='gray')\n",
        "plt.subplot(1, 3, 2)\n",
        "plt.title('G')\n",
        "plt.imshow(g, cmap='gray')\n",
        "plt.subplot(1, 3, 3)\n",
        "plt.title('B')\n",
        "plt.imshow(b, cmap='gray')\n",
        "plt.show()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kXlNmTkh-Swl",
        "colab_type": "text"
      },
      "source": [
        "## 画像のサイズ\n",
        "\n",
        "shapeには（縦サイズ、横サイズ、チャンネルサイズ）が入っています"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MNkz0gko-Swm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bba4855b-9130-41dc-8dcd-0ff26636be0d"
      },
      "source": [
        "img.shape"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(256, 256, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c5MNGKWY-Swp",
        "colab_type": "text"
      },
      "source": [
        "## 画像のデータ型\n",
        "\n",
        "型をとるには、img.dtypeを使用します。 uint8とは符号なしintで8ビットを意味します。画像はRGB成分がそれぞれ通常0から255の256段階で表現されます。 例えば、赤のピクセルは(R,G,B) = (255, 0, 0)、白は(R,G,B) = (255, 255, 255)です。 画像にする時は必ずこの型にしないと画像がおかしくなってしまいます。（あとで説明します。）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cwajhJXG-Swq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "00d00035-f26b-4579-d0e6-2cb4f8aa759d"
      },
      "source": [
        "img.dtype"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('uint8')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hbHcvADu-Swt",
        "colab_type": "text"
      },
      "source": [
        "例えば、imgの型をfloat32にしてみます。 これはastype()を使えばできます。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9YvVPq2W-Swu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "175d28e5-5c18-46aa-ea13-4159e493e1a3"
      },
      "source": [
        "_img = img.astype(np.float32)\n",
        "_img.dtype"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('float32')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BsgqZ6nH-Sww",
        "colab_type": "text"
      },
      "source": [
        "ただし、float型は表示されない。 "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UmFWIYqu-Swx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "outputId": "8b80da9c-60a3-4bcd-fac0-4e607773771c"
      },
      "source": [
        "plt.imshow(_img)\n",
        "plt.show()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TKfK2KJA-Swz",
        "colab_type": "text"
      },
      "source": [
        "ただし、float型の時は、$[0, 1]$の範囲の値になっていれば表示できる。なので、255で割ってみると表示できる"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h2uWoaiz-Sw0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "571b1818-6892-42e7-8e46-2d17f1a1c81a"
      },
      "source": [
        "_img /= 255\n",
        "plt.imshow(_img)\n",
        "plt.show()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v2yXDBAm-Sw2",
        "colab_type": "text"
      },
      "source": [
        "一般的に画像を操作する時は、以下の方法がおすすめ\n",
        "\n",
        "1. cv2.imread, io.imreadで読み込む\n",
        "2. 型を一度np.float32など小数点型に変換する\n",
        "3. 画像をいじる\n",
        "4. 画素が0未満のものは0, 255を超えたものは255に直す。（超重要）\n",
        "5. 型をnp.uint8に変換して表示・保存する この手順にすることをおすすめします。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CWb3B8hx-Sw3",
        "colab_type": "text"
      },
      "source": [
        "## 画像のコピー\n",
        "\n",
        "画像を別変数にコピーしたい時はcopy()を使いましょう。単純に img2 = img とすると、画像のアドレスが保存されるのでimg2をいじるとimgにも反映されてしまします。特別な利用がない場合は、copy()で画像をコピーしましょう。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4eSpYOrd-Sw4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "img2 = img.copy()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U0PsL99N-Sw6",
        "colab_type": "text"
      },
      "source": [
        "## 画素をいじる\n",
        "\n",
        "画像の操作法はnumpyとほとんど同じ。\n",
        "\n",
        "例えば、x=30、y=20の画素値をいじりたい時は、こうする。 画素値はBGRの順に並んでいます。array()とはnumpy形式になっていることを意味する。つまり、opencv, sklearnはnumpyをラッパーしている。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EWM-CUzQ-Sw7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "b254af99-ebe4-45e3-abdb-95560b273fe9"
      },
      "source": [
        "img[20, 30]"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 58,  75, 121], dtype=uint8)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BGEm1nSC-Sw-",
        "colab_type": "text"
      },
      "source": [
        "さらに、x=30、y=20、のG成分をとる時はこうします。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1Ih6IWyx-Sw-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "e73a2f89-6f32-424a-b327-f59020e12fbc"
      },
      "source": [
        "img[20, 30, 1]"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "75"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OITDqlY--SxB",
        "colab_type": "text"
      },
      "source": [
        "ここから、numpyの本題になる。\n",
        "\n",
        "numpyにはスライスという機能がある。 これはある値v1からある値v2までの全ての要素にアクセスできることを意味する。\n",
        "\n",
        "例えば、y=20, x=[30, 32]までを見る時はこうする。 30:33とすれば行列のまま取り出せる。a:bとすることで、a<= v < bの値にアクセスできる。 ちなみに :30とすれば [0, 30]、30:とすれば[30, 最後]までを取り出せる。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XzKNPIKM-SxB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "0219deeb-c545-4f25-9993-b0aa885868f6"
      },
      "source": [
        "img[20, 30:33]"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 58,  75, 121],\n",
              "       [ 43,  70, 113],\n",
              "       [ 47,  72, 103]], dtype=uint8)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qiq3M8E9-SxE",
        "colab_type": "text"
      },
      "source": [
        "例えば画像の左上(x=[0, 50], y = [0, 50])を黒にするには、こんな感じでできる。 "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f4ABUDfZ-SxE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "a602e529-23b6-4cef-ed6a-403488d73407"
      },
      "source": [
        "img2 = img.copy()\n",
        "img2[:50, :50] = 0\n",
        "plt.imshow(img2)\n",
        "plt.show()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pbqbUGL2-SxH",
        "colab_type": "text"
      },
      "source": [
        "次に先程の　4. 画素が0未満のものは0, 255を超えたものは255に直す。　に関して説明します。\n",
        "\n",
        "例えば、画像を一度 float32型にして、一部分のB成分を260という値に変えてみます。 uint8型は[0, 255] の範囲しか取り得ないので、これをuint8型に直すとこんな風になります。 イモリの顔の一部分が黄色くなってしまっています。\n",
        "\n",
        "これは、260をuint8型に直すと260 - 256 が起きて、B=4となってしまうためです。 これが原因で画素値がおかしくなることが多々起きてしまいます。 なので、4の操作が必要となります。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pTqNXawB-SxH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "7aadf38f-5dcb-464f-b1ae-24b992c09dc8"
      },
      "source": [
        "img2 = img.copy().astype(np.float32)\n",
        "img2[60:160, 60:160, 2] = 260\n",
        "img2 = img2.astype(np.uint8)\n",
        "plt.imshow(img2)\n",
        "plt.show()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zosnId0P-SxK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bef96550-5ded-4246-a31d-cb3d5473d22f"
      },
      "source": [
        "img2[60, 60, 2]"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "08a37CgM-SxN",
        "colab_type": "text"
      },
      "source": [
        "## 画像の保存\n",
        "\n",
        "画像の保存にはcv2.imwrite()または、plt.savefig()などを使いましょう"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3pA2Hn8V-SxN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c2d3d440-bf7c-457a-cd6e-b2de58c66b50"
      },
      "source": [
        "cv2.imwrite('sample.png', img2)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d4Kw69PE-SxR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "4362d435-09d3-4a96-f445-b7490c19767e"
      },
      "source": [
        "plt.imshow(img)\n",
        "plt.savefig('sample.png')"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f4zWhFdJ-SxU",
        "colab_type": "text"
      },
      "source": [
        "## 練習\n",
        "\n",
        "画像の左半分上のRとBを入れ替えて表示してみましょう。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AggVJtAL-SxU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "ab364c4c-a3a8-4df1-c468-f899895385ef"
      },
      "source": [
        "img3 = img.copy()\n",
        "h, w, c = img3.shape\n",
        "img3[: h // 2, : w // 2] = img3[: h // 2, : w // 2, ::-1]\n",
        "plt.imshow(img3)\n",
        "plt.show()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bHhVQxVl-SxX",
        "colab_type": "text"
      },
      "source": [
        "以上でチュートリアルは終了です。あとはばんばん問題を解いて下さい！！！！"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wAF5Q9Co-sig",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}